Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "102" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 53 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 51 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459868 | RF_maintenance | 100.00% | 6.55% | 100.00% | 0.00% | - | - | 18.523990 | 24.883868 | 69.311622 | 73.817269 | 8.995979 | 17.196365 | 3.054421 | 11.130770 | 0.3299 | 0.0392 | 0.2614 | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 12.447078 | 17.034313 | 50.875921 | 55.035283 | 5.055571 | 10.122814 | 1.387595 | 6.262214 | 0.3696 | 0.0407 | 0.2985 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 14.653582 | 20.310529 | 51.021148 | 55.217156 | 6.461279 | 11.202053 | 0.387345 | 3.185217 | 0.3628 | 0.0434 | 0.2886 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 16.327725 | 22.039178 | 58.597996 | 63.377087 | 15.601571 | 24.203350 | 10.080356 | 14.301508 | 0.3958 | 0.0374 | 0.2944 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 19.431242 | 27.864844 | 24.577546 | 27.537078 | 8.254005 | 13.455950 | 2.883370 | 12.101410 | 0.3606 | 0.0366 | 0.2929 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 3.33% | 100.00% | 0.00% | - | - | 11.809890 | 16.055190 | 7.343052 | 8.330939 | 3.348020 | 5.245496 | 0.769535 | 5.125818 | 0.3427 | 0.0391 | 0.2774 | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 11.410621 | 17.069302 | 28.087478 | 31.643410 | 11.333965 | 19.066172 | 0.689228 | 4.361625 | 0.3389 | 0.0406 | 0.2499 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 8.500976 | 12.099711 | 7.329301 | 8.574436 | 1.578207 | 3.342148 | 0.873559 | 4.471793 | 0.3765 | 0.0385 | 0.2871 | nan | nan |
| 2459860 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 8.818693 | 13.308788 | 21.458516 | 24.748095 | 12.349847 | 21.857945 | 0.755016 | 3.942406 | 0.4349 | 0.0392 | 0.3675 | nan | nan |
| 2459859 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 7.242452 | 11.975891 | 8.331345 | 9.795099 | 2.147345 | 2.866702 | -0.017833 | 2.936176 | 0.4321 | 0.0403 | 0.3626 | nan | nan |
| 2459858 | RF_maintenance | 100.00% | 49.14% | 100.00% | 0.00% | 100.00% | 0.00% | 8.538512 | 12.072308 | 8.227581 | 9.445779 | 2.861879 | 3.097299 | 0.529803 | 4.687222 | 0.3900 | 0.0406 | 0.3222 | 1.436293 | 1.215315 |
| 2459857 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.978531 | 6.464159 | 0.672307 | 0.663269 | 0.533786 | 1.383477 | 2.048053 | 13.106749 | 0.0319 | 0.0287 | 0.0023 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 50.86% | 100.00% | 0.00% | 100.00% | 0.00% | 12.022762 | 18.359470 | 20.245392 | 23.189149 | 5.158189 | 12.357567 | 0.748390 | 6.118767 | 0.4318 | 0.0420 | 0.3583 | 1.514979 | 1.231325 |
| 2459855 | RF_maintenance | 100.00% | 63.60% | 100.00% | 0.00% | 100.00% | 0.00% | 13.097723 | 17.834391 | 21.310487 | 23.899473 | 3.027536 | 4.350993 | 0.102664 | 2.667408 | 0.3884 | 0.0424 | 0.3174 | 1.458885 | 1.227432 |
| 2459854 | RF_maintenance | 100.00% | 58.19% | 100.00% | 0.00% | 100.00% | 0.00% | 13.171173 | 17.305348 | 17.442961 | 19.529727 | 4.306040 | 4.257841 | 1.041090 | 5.922967 | 0.4013 | 0.0411 | 0.3262 | 1.456778 | 1.216363 |
| 2459853 | RF_maintenance | 100.00% | 44.91% | 100.00% | 0.00% | 100.00% | 0.00% | 10.470701 | 16.758944 | 23.453450 | 27.072171 | 3.927427 | 11.120296 | 1.528956 | 7.682660 | 0.4538 | 0.0424 | 0.3776 | 1.504909 | 1.217557 |
| 2459852 | RF_maintenance | 100.00% | 29.19% | 100.00% | 0.00% | 100.00% | 0.00% | 7.473371 | 17.612225 | 22.971149 | 28.323583 | 10.220983 | 20.032865 | 12.545442 | 16.655930 | 0.5129 | 0.0377 | 0.4341 | 1.793166 | 1.170019 |
| 2459851 | RF_maintenance | 100.00% | 41.89% | 92.37% | 0.00% | 100.00% | 0.00% | 8.451256 | 21.228837 | 23.388844 | 28.422034 | 15.267728 | 43.610992 | 9.851724 | 23.820974 | 0.4951 | 0.0847 | 0.3894 | 1.751756 | 1.368121 |
| 2459850 | RF_maintenance | 100.00% | 50.23% | 100.00% | 0.00% | 100.00% | 0.00% | 10.176026 | 19.676127 | 21.595703 | 25.191215 | 10.247811 | 19.899664 | 4.252760 | 20.434245 | 0.4780 | 0.0513 | 0.3911 | 1.463721 | 1.214819 |
| 2459849 | RF_maintenance | 100.00% | 35.06% | 100.00% | 0.00% | 100.00% | 0.00% | 11.173566 | 18.371188 | 42.730354 | 49.798024 | 6.888805 | 13.015190 | 1.649993 | 9.935413 | 0.4989 | 0.0419 | 0.4046 | 1.770573 | 1.275997 |
| 2459848 | RF_maintenance | 100.00% | 37.64% | 100.00% | 0.00% | 100.00% | 0.00% | 9.964076 | 16.391088 | 27.257740 | 32.517252 | 10.076663 | 21.909348 | 1.175418 | 7.144831 | 0.4706 | 0.0427 | 0.3816 | 1.651110 | 1.269689 |
| 2459847 | RF_maintenance | 100.00% | 30.08% | 100.00% | 0.00% | 100.00% | 0.00% | 11.655845 | 17.988328 | 23.212938 | 28.639885 | 22.822611 | 28.186233 | 0.731158 | 3.216185 | 0.4876 | 0.0391 | 0.4058 | 1.662078 | 1.253109 |
| 2459846 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.106916 | 27.547818 | 28.646314 | 35.663267 | 7.864275 | 21.182311 | 7.650445 | 7.112148 | 0.6899 | 0.0372 | 0.5958 | 1.942140 | 1.306702 |
| 2459845 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.831733 | 3.463202 | 0.627182 | 3.394561 | 258.757716 | 290.808287 | 5754.073317 | 5747.463920 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 32.806248 | 40.733506 | 61.712707 | 81.291161 | 5340.746735 | 5944.806845 | 22803.772664 | 22827.263524 | nan | nan | nan | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.016419 | 8.993928 | 6.845704 | 6.145914 | 179.640669 | 214.014008 | 5614.802218 | 5621.393971 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459842 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.830183 | 1.690550 | -2.529364 | -0.035248 | 422.037798 | 612.021481 | 2834.690011 | 2806.158152 | 0.7107 | 0.5840 | 0.2931 | 19.918022 | 8.206116 |
| 2459841 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.650875 | 36.071467 | 40.834108 | 45.656430 | 8181.455992 | 9065.968402 | 15735.998054 | 16686.876461 | 0.0310 | 0.0321 | 0.0036 | nan | nan |
| 2459840 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -2.189432 | -1.334814 | 21.319910 | 21.239287 | 5933.720270 | 5934.873320 | 13865.730943 | 13931.286388 | nan | nan | nan | nan | nan |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.647630 | 4.237204 | 28.873546 | 29.584371 | 822.943437 | 1011.741581 | 5555.702459 | 5400.749626 | 0.6535 | 0.6176 | 0.3693 | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0385 | 0.0335 | 0.0015 | nan | nan |
| 2459835 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -1.027986 | -0.483611 | 3.824951 | 2.462045 | 1211.366858 | 1261.228060 | 4753.209068 | 6275.748012 | 0.0351 | 0.0320 | 0.0014 | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 9.918974 | 10.560791 | 16.785734 | 17.639875 | 12507.773553 | 12947.630869 | 28769.398329 | 28593.962102 | 0.0310 | 0.0276 | 0.0014 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 0.00% | 77.96% | 0.00% | 100.00% | 0.00% | 8.945616 | 9.742282 | 28.758989 | 30.997029 | 539.661111 | 800.459223 | 6596.469809 | 6469.589375 | 0.7240 | 0.3852 | 0.5568 | 0.000000 | 0.000000 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.526564 | 0.713345 | 67.259584 | 71.399685 | 1637.443951 | 1649.668249 | 16474.770130 | 16530.657947 | 0.0316 | 0.0272 | 0.0014 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 0.00% | 73.12% | 0.00% | 100.00% | 0.00% | 34.261167 | 34.728754 | 1.181105 | 1.063122 | 723.481767 | 723.711659 | 10719.136410 | 10664.665454 | 0.7222 | 0.3921 | 0.5387 | 0.000000 | 0.000000 |
| 2459829 | RF_maintenance | 100.00% | 0.00% | 0.54% | 0.00% | 100.00% | 0.00% | 35.526916 | 34.909687 | 3.062913 | 2.547840 | 434.131516 | 431.593267 | 15833.635311 | 15727.446451 | 0.6518 | 0.5405 | 0.3763 | 0.000000 | 0.000000 |
| 2459828 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 28.948927 | 29.458389 | 1.170627 | 1.490314 | 594.623398 | 591.689291 | 18545.033189 | 18446.907174 | 0.7239 | 0.4579 | 0.5024 | 0.000000 | 0.000000 |
| 2459827 | RF_maintenance | 100.00% | 0.00% | 8.06% | 0.00% | 100.00% | 0.00% | 25.972982 | 26.887601 | 5.136967 | 3.733902 | 319.613543 | 342.559502 | 4338.347206 | 4320.349803 | 0.7136 | 0.5077 | 0.4539 | 0.000000 | 0.000000 |
| 2459826 | RF_maintenance | 100.00% | 0.00% | 38.17% | 0.00% | 100.00% | 0.00% | 26.611581 | 27.477988 | 1.560770 | 1.779323 | 711.141044 | 723.225961 | 11574.931365 | 11541.415004 | 0.7444 | 0.4280 | 0.5306 | 0.000000 | 0.000000 |
| 2459825 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 28.677047 | 29.220513 | 1.071220 | 1.407791 | 390.720172 | 398.702360 | 1701.959943 | 1698.416763 | 0.7554 | 0.4961 | 0.5088 | 0.000000 | 0.000000 |
| 2459824 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.252034 | 21.789416 | 5.447863 | 4.796233 | 492.165915 | 498.361869 | 6181.902879 | 6159.156960 | 0.6517 | 0.5635 | 0.3803 | 0.000000 | 0.000000 |
| 2459823 | RF_maintenance | 100.00% | 0.00% | 10.59% | 0.00% | 100.00% | 0.00% | 1.632754 | 8.471618 | 14.031290 | 32.642808 | 6.692932 | 13.955530 | 6.836866 | 9.101172 | 0.7191 | 0.4788 | 0.4816 | 48.812566 | 26.598913 |
| 2459822 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.948624 | 12.605552 | 16.612033 | 30.774484 | 59.691132 | 151.588393 | 84.019952 | 202.596213 | 0.7756 | 0.5112 | 0.5308 | 5.220735 | 3.115356 |
| 2459821 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.285640 | 12.604521 | 23.604164 | 29.832956 | 89.542334 | 150.012051 | 88.665670 | 144.958587 | 0.7556 | 0.5541 | 0.4841 | 2.753833 | 2.339866 |
| 2459820 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.615549 | 13.835199 | 15.968190 | 22.120263 | 226.849148 | 344.252717 | 887.416672 | 1327.750750 | 0.6954 | 0.5718 | 0.3991 | 3.310831 | 2.775775 |
| 2459817 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.287082 | 5.017442 | 25.227691 | 25.189371 | 50.797792 | 70.716718 | 55.857063 | 69.181909 | 0.7519 | 0.6339 | 0.4733 | 2.151148 | 2.140580 |
| 2459816 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.064903 | 7.087395 | 24.356219 | 23.813105 | 170.558236 | 169.463978 | 975.897184 | 966.411353 | 0.7391 | 0.5372 | 0.5260 | 2.643713 | 2.725591 |
| 2459815 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.829338 | 5.552004 | 28.092986 | 28.284872 | 152.629665 | 166.212545 | 1090.108155 | 1150.229354 | 0.7396 | 0.6471 | 0.4621 | 2.546013 | 2.759016 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.029072 | 12.397569 | 18.656010 | 17.718039 | 55.511173 | 26.688431 | 63.824472 | 61.997228 | 0.1175 | 0.1016 | 0.0209 | 1.147878 | 1.148878 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 73.817269 | 18.523990 | 24.883868 | 69.311622 | 73.817269 | 8.995979 | 17.196365 | 3.054421 | 11.130770 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 55.035283 | 12.447078 | 17.034313 | 50.875921 | 55.035283 | 5.055571 | 10.122814 | 1.387595 | 6.262214 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 55.217156 | 20.310529 | 14.653582 | 55.217156 | 51.021148 | 11.202053 | 6.461279 | 3.185217 | 0.387345 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 63.377087 | 16.327725 | 22.039178 | 58.597996 | 63.377087 | 15.601571 | 24.203350 | 10.080356 | 14.301508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | 27.864844 | 27.864844 | 19.431242 | 27.537078 | 24.577546 | 13.455950 | 8.254005 | 12.101410 | 2.883370 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | 16.055190 | 11.809890 | 16.055190 | 7.343052 | 8.330939 | 3.348020 | 5.245496 | 0.769535 | 5.125818 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 31.643410 | 11.410621 | 17.069302 | 28.087478 | 31.643410 | 11.333965 | 19.066172 | 0.689228 | 4.361625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | 12.099711 | 12.099711 | 8.500976 | 8.574436 | 7.329301 | 3.342148 | 1.578207 | 4.471793 | 0.873559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 24.748095 | 8.818693 | 13.308788 | 21.458516 | 24.748095 | 12.349847 | 21.857945 | 0.755016 | 3.942406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | 11.975891 | 7.242452 | 11.975891 | 8.331345 | 9.795099 | 2.147345 | 2.866702 | -0.017833 | 2.936176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | 12.072308 | 12.072308 | 8.538512 | 9.445779 | 8.227581 | 3.097299 | 2.861879 | 4.687222 | 0.529803 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 13.106749 | 6.464159 | 5.978531 | 0.663269 | 0.672307 | 1.383477 | 0.533786 | 13.106749 | 2.048053 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 23.189149 | 12.022762 | 18.359470 | 20.245392 | 23.189149 | 5.158189 | 12.357567 | 0.748390 | 6.118767 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 23.899473 | 17.834391 | 13.097723 | 23.899473 | 21.310487 | 4.350993 | 3.027536 | 2.667408 | 0.102664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 19.529727 | 17.305348 | 13.171173 | 19.529727 | 17.442961 | 4.257841 | 4.306040 | 5.922967 | 1.041090 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 27.072171 | 16.758944 | 10.470701 | 27.072171 | 23.453450 | 11.120296 | 3.927427 | 7.682660 | 1.528956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 28.323583 | 7.473371 | 17.612225 | 22.971149 | 28.323583 | 10.220983 | 20.032865 | 12.545442 | 16.655930 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Variability | 43.610992 | 8.451256 | 21.228837 | 23.388844 | 28.422034 | 15.267728 | 43.610992 | 9.851724 | 23.820974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 25.191215 | 10.176026 | 19.676127 | 21.595703 | 25.191215 | 10.247811 | 19.899664 | 4.252760 | 20.434245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 49.798024 | 11.173566 | 18.371188 | 42.730354 | 49.798024 | 6.888805 | 13.015190 | 1.649993 | 9.935413 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 32.517252 | 16.391088 | 9.964076 | 32.517252 | 27.257740 | 21.909348 | 10.076663 | 7.144831 | 1.175418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 28.639885 | 17.988328 | 11.655845 | 28.639885 | 23.212938 | 28.186233 | 22.822611 | 3.216185 | 0.731158 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 35.663267 | 14.106916 | 27.547818 | 28.646314 | 35.663267 | 7.864275 | 21.182311 | 7.650445 | 7.112148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 5754.073317 | 3.463202 | 7.831733 | 3.394561 | 0.627182 | 290.808287 | 258.757716 | 5747.463920 | 5754.073317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 22827.263524 | 32.806248 | 40.733506 | 61.712707 | 81.291161 | 5340.746735 | 5944.806845 | 22803.772664 | 22827.263524 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 5621.393971 | 8.993928 | 5.016419 | 6.145914 | 6.845704 | 214.014008 | 179.640669 | 5621.393971 | 5614.802218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 2834.690011 | 1.830183 | 1.690550 | -2.529364 | -0.035248 | 422.037798 | 612.021481 | 2834.690011 | 2806.158152 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 16686.876461 | 20.650875 | 36.071467 | 40.834108 | 45.656430 | 8181.455992 | 9065.968402 | 15735.998054 | 16686.876461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 13931.286388 | -2.189432 | -1.334814 | 21.319910 | 21.239287 | 5933.720270 | 5934.873320 | 13865.730943 | 13931.286388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 5555.702459 | 4.237204 | 6.647630 | 29.584371 | 28.873546 | 1011.741581 | 822.943437 | 5400.749626 | 5555.702459 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 6275.748012 | -0.483611 | -1.027986 | 2.462045 | 3.824951 | 1261.228060 | 1211.366858 | 6275.748012 | 4753.209068 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 28769.398329 | 10.560791 | 9.918974 | 17.639875 | 16.785734 | 12947.630869 | 12507.773553 | 28593.962102 | 28769.398329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 6596.469809 | 8.945616 | 9.742282 | 28.758989 | 30.997029 | 539.661111 | 800.459223 | 6596.469809 | 6469.589375 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 16530.657947 | 0.526564 | 0.713345 | 67.259584 | 71.399685 | 1637.443951 | 1649.668249 | 16474.770130 | 16530.657947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 10719.136410 | 34.261167 | 34.728754 | 1.181105 | 1.063122 | 723.481767 | 723.711659 | 10719.136410 | 10664.665454 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 15833.635311 | 34.909687 | 35.526916 | 2.547840 | 3.062913 | 431.593267 | 434.131516 | 15727.446451 | 15833.635311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 18545.033189 | 29.458389 | 28.948927 | 1.490314 | 1.170627 | 591.689291 | 594.623398 | 18446.907174 | 18545.033189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 4338.347206 | 25.972982 | 26.887601 | 5.136967 | 3.733902 | 319.613543 | 342.559502 | 4338.347206 | 4320.349803 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 11574.931365 | 27.477988 | 26.611581 | 1.779323 | 1.560770 | 723.225961 | 711.141044 | 11541.415004 | 11574.931365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 1701.959943 | 29.220513 | 28.677047 | 1.407791 | 1.071220 | 398.702360 | 390.720172 | 1698.416763 | 1701.959943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 6181.902879 | 22.252034 | 21.789416 | 5.447863 | 4.796233 | 492.165915 | 498.361869 | 6181.902879 | 6159.156960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Power | 32.642808 | 8.471618 | 1.632754 | 32.642808 | 14.031290 | 13.955530 | 6.692932 | 9.101172 | 6.836866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 202.596213 | 3.948624 | 12.605552 | 16.612033 | 30.774484 | 59.691132 | 151.588393 | 84.019952 | 202.596213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Variability | 150.012051 | 12.604521 | 9.285640 | 29.832956 | 23.604164 | 150.012051 | 89.542334 | 144.958587 | 88.665670 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 1327.750750 | 9.615549 | 13.835199 | 15.968190 | 22.120263 | 226.849148 | 344.252717 | 887.416672 | 1327.750750 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Variability | 70.716718 | 7.287082 | 5.017442 | 25.227691 | 25.189371 | 50.797792 | 70.716718 | 55.857063 | 69.181909 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 975.897184 | 7.087395 | 10.064903 | 23.813105 | 24.356219 | 169.463978 | 170.558236 | 966.411353 | 975.897184 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Temporal Discontinuties | 1150.229354 | 5.552004 | 7.829338 | 28.284872 | 28.092986 | 166.212545 | 152.629665 | 1150.229354 | 1090.108155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | N08 | RF_maintenance | ee Temporal Discontinuties | 63.824472 | 12.397569 | 17.029072 | 17.718039 | 18.656010 | 26.688431 | 55.511173 | 61.997228 | 63.824472 |